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AI-Powered Monitoring with Prometheus and Grafana

Description

A smart monitoring and alerting system using Prometheus, Grafana, and AI. It collects system metrics, visualizes real-time data, and uses machine learning to predict potential downtimes or resource spikes. Alerts are triggered based on AI-driven predictions to help ensure system reliability and performance.

Languages and Utilities Used

  • Languages: Python, PromQL
  • Monitoring Tools: Prometheus, Grafana
  • Machine Learning: TensorFlow, Scikit-learn
  • Alerting & Metrics: Grafana Alerts
  • Utilities & Dependencies: Prometheus Client, NumPy, Pandas, JSON

Project Walk-through

Setting Up Monitoring with Prometheus

Configure Grafana to visualize real-time data from Prometheus


Export metrics & train a machine learning model to predict


Implement AI-Driven Alerts


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Topics

devops monitoring grafana prometheus observability aiops

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